{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visual Original Spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nlpaug.util.file.load import LoadUtil\n",
    "from nlpaug.util.visual.spectrogram import VisualSpectrogram\n",
    "\n",
    "path = 'Yamaha-V50-Rock-Beat-120bpm.wav'\n",
    "\n",
    "mel_spectrogram = LoadUtil.load_mel_spectrogram(path, n_mels=128)\n",
    "VisualSpectrogram.visual('Original', mel_spectrogram)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nlpaug.augmenter.spectrogram as nas\n",
    "import nlpaug.flow as naf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Frequency Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cNmpIIePMq7/dw2r8cJjwQPwxCq30WNvU+2OwF5iFOfH2AhPimJnAto0Qk5K9VPmc//GxfhYA84Hx4xzME98Lc5GHm/76FslLdcTY/EfJfamTqJkLjcw9VvBCXZ2YJZfNHOHzgwl26TkPkAtD/YVMv7mq77N7yE8IKwcsExPSYtNPGjtH8swfi1zjlvGVGSbPvp0fADCp6f3bM+ifqQIRvipmjrBIHoZdHDAhp1H3z/qw+dGfJz6U5xe8yXjMzBE2zOUebPd54r/HfML8u8ovLodb3s+wLKl5KJfr88/gJhNgNhJbUoAJgiAIgg3PJnLi3YhsSQGmqYIl48Q7W0tP1YYmAu3oJct8NX24mKMoi0Jiq07LTMM71T2hkK4Y8kIcGYn2yMIih6byJ1yb1coMqHfYZZEKFRPWuLPgvf23Fbubb9jKf4Q8lXNGi71ItFfMTGBNa0xLUzfeqlaDAPDV67JxHp2rsdWzvwZTzdQ8NEOcq0fUq9GHlIStGOZzPox6WzE9VomYi8o1f9GXzHNWJ0tqFr5rYVpLq20BfH4TpjUZLfhx2giqRaKhzBPVoo0Gm8r7ygNF9SaIQWNGZvPDrvIBYDdSrQXTUDItl73szJQ3T34Ee8lSWhBmo06PxTS31rQOePPQCvFNXSLzNm/GcEp86HoNPjrSmktLZH4w896Cpu/BSvWYH+g5Y/OZkDYSW1KAEQEKRr2v5gV2guRSYDlebCIyaqYgwpCNFGImnSWS26DWMpEmRB3OXgxTmuZvaZCQ0KqSnCRiJ71/UbCIGOvdXyI+PgM54jtj7guPGHFN7qU9TKIuCjQMXrr2sVEXLLKm0mTRYOn2AhFgrLAC+BwvLSKkVkEiRowvQo78RE3rA66t0rzQbPv9Fkm026w5H6b+Z/mNbOqBGnn22X23c2QW/nmtNL0fR8UMYZnMjxlyrLqkz2dd/XxUcm/sHGHzoyZ+Hp1AGtE0Vzvg+jDh3T6ywyQ9ARNq5nowNdVJJKSNjrTXCeDCrL2n7N01U/f+NDbfDxNWVuB982zUEYs4YsJXpelzXfUNVQjxEQt6Y0sKMEEQBEGwKQgNzJrZkgLMQK6F/ePpikuMeWjfkHfumq2xJFnWBOG/jywwHSxSbqHux7DDaKx3DBATEnHln1xMNTc2pwYADOnjXJt1mOMRFSwzZrpKsgn4AGD7gF9tDZsEg8dXvPp9pua/z14+ZoJgEQ6DRjPEorpOraSNgwV/7D0lf12sQuIU8bjeU/eOhZOtdOXY7PEF1jBXgTkyL+W9KW/CREtNlnqLKtllIr2YVbREktRZTUqvBdfsVeDzw5/zdjNH5mxYEoBtS/4+2DwzwyQHEnv27RxhfRZIHpj9uTRB3O5BZk7x53eyYs3fvTnxWjMPi8gbIvfPJrybJ47h9r0I+HfVINEK7RrwJrlm1d4Hb8ZuwkdQsuveC+V8amb1BqtziIJ7Owc9sSUFmCAIgiDY+IQPzNmwNQUYUYjxtRgppnbc84ZYITwv0duwxlmyeGWOdzYnAls1Wec1wGsRJop+9VMfJOGlg+nKhtmolTi5zRmb9ABJuc5oGt8gFtrJ8nEMmfPZN+Qv6ANlvwIbM3Z/lrF0meSBsflb2FqHjdPCcqcMm7a9g/5+LhDnWHtvpqv+GrDCe6MmNJ/5Y43qhGsbNrlFJkreV8Dm5wGAfYN2tUz8jsizb+cI09ywMGp7/2whVcDnpgH8HNk/5Pe7f6B7ro8mmR8LxGejlzlSb/pj2ZD6UZLzZZDch13mpWAzK7eP7c/ZlEdDjfg+FchzZsO28+RngvjwuvMZJn0OjDKflPQ5s1pTAFios6Ka5p1A3qeVlt+PZeztGxGFdFZsSQGm2cphoZy+QOaq6SSxkxTgUST2vcDqEDHzkJ1cCyTP/IPwUQ8rjQuSbVZKYIFEIVlnSlZAj0UcWFPTCnEoY1WBp3JpgsTzSV2ncoNEjFTT6zJfJyYI1+Lz9jCBqUx84crmPjDt+/GV1GF235D/8WHp9+2hbNQOACyQQp82sRsrssfyuZRN/SBbkgAADre+5toqzSuT7eU6KZZZ8z/w1kS2SJx4WXSWDTSpkGvOzF82suwkZlyfcvM8v1/D/sD35hhuix3mWI4nVgrC3D82P07kj7i20fpFyfZ83ZtT6kQQsdeTlRJZIcL7sglKqJNrzqLkyiaCcSVHioayCCMzR+rEiXeZ5bBqWmdq/85bIXPEmgDZfVgmztRTNV+WoK+QZyzojS0pwARBEATBhkcVIJncg97YkgJMU8WtKG0YtXVsbOMlf7v6qZKlHGuzix2bfRUAdrR2uLa7F9IdC0RdzSppTxid7qmqD8OtkZDJBUnDfJtk5d8Q32ZTdB+u+HDh+5d99syLjC+lrU4NACWSfn/JrDB7SD+S9bP7+Xs1ZiqFT1X8MnGWaChsdl6W14MV1WTmIQsLXWXHsgzlfYbU+5bTZ2Os4FXotno7AGwzJoEmWRkTzb6rUM3Mmcxv0c4Zlt35rnliqpxIx8WcuZnT6bTRiraYUzRJdWDnCAuDLxGH4AVTTHGmRnIuEWfxbUWrJSXlN4gmzJrg2HuDZJNAwZgKx0lq/3uXvGZj91B6zjvJuewg5u97TIR7mZh9yqTAatVoIFnJA5ZqYKyYavFmcbvrc+4IH5izYUsKMAVpYftQOsEWjAmpTuzdJP2HPzbxvWAv6KJRBbMX9mjO/yjuManStw8QtSg1IaXbK6QkPavxU1QjLJCX3ECLqLrND+wiSdy1reiv8ZD5oSw3SFQCuQ/2+jHfi16CM5i/ko2aGS/668RexraUwImK34+ZF211ZipKk/wVRWpcSxmTXa7N+VWR6DBeOdgmsvN9bM4XgJsALcyHyR5qkFSs3jfsf5AmTMLEhTqrz+THYOcImx+svIA9wQFS0yxHzLXDkj7rE6Q8BasKXjemGSagseR9ll4EYMD7ktSVXXP/7tpt5sgA8RtjCw9rpmPmUytUtfulbcMtv2BieXxKppo4r0Z9DnOzhACzZrakABMEQRAEGx4FJASYNbMlBZhaK4+HFlKnUuvod7hMVMpkecBWmJZTda9OtauIEqkSbHOpAMBJkxdlhGScZVEID5XTY7GU8oyqUZHP1O93ffJkhWIXcxfhu1yXMlF1T1fSYx2v+OtSJfPZ3oUF4lDKygvYSuE2yyjgnQHZSvV4xecRsVlTmRP4UsvfrCVN7xVbJc7mfXaKhVbq9G2rGwPcBDhTTfP/nK4SjRpxuHzAmJ5YpuoaUXvVzAt5qu7NmewaWzPrdM478e4vH3RttoQEixQ8suJNQb3MkQrJ5zJTvy/ZLpAqz9ryz1kt/8Rk+1T1AteHmensVWeBBOTWuIzSrAwKy8R7QtKMweWc167ma/4+nKjYMij+Hj+45J/PWUmz7NaIKYhlO57Vw8l2Xf37lFWjrtbSTLytljdPnTuUq2mDntiSAozA13uxnvsstJPV97DRQ7M1P7lKRNVdNP40rDZRg3jNW836mP99p+aTYVNRdUfT+9fM5Xw67oaxLY8XfJSHknHWzMtiFMSeT15gg8bnZZRUh95G/BXs/VskNn+WMM0GlpSIn1PD/HDSqCDyA29Nh8y/hvk+WYFlKuej0aqkArCYsVdaPiV6laRJt886C9UlEeAYMM/UEHnwmPm0agQYZgpqEgHG/piy2jbM9LTNmGJYNNEI8auabKaJ5eZyc36cZN5uK6Q/3uzH1c4rwJcXYGsj5kflwppZ2gbmA2MjKIlZZImMc9TWeiKV0VkKCBviPkR+XayvHgBMVlMfmwWw8hu+XtggbI2v3gR6e29y4p+NFnkHrBuhgVkzW1KACYIgCIINT0QhnRVbUoAZLNbxxH2nk7al5VSVuNjY6fYbJpVuy8b0NF/3mgabtA4AGkYtWCECPUuVfvF4eqzHj3r1+zIpLHjCmGImaz6CY67mVd2N1t5kmyUYqxJ1uM0VYSN5AODCUa+23z+RqqO3LXjHu5maj3qwSbEmSF6yyQHiRGs1YeRdYfOb5MSrnZ86QcoiuAgqrzFoES1CvZW2TVX9vWJJuazWYoWsLpfyXo3+2NF0nI/f7k0nSnKLzNdTLR6bH7YiNwAs1NOb08v8AHwen6W6f14f5y8VLh5NV9QLJP/Q0bJ/YHY0TMX6qn8WW/AaSQsraGnnB+CTP9r7AgB7Bv1zdqScPo/HVlhOIqbtTPsxLdQIMW3bBIll4sS/1yU5BC4eS8/Zzw+g1vLzoWZKa5QbLKGgfyfYOcISO7L8MYu5VMNzj38NY2rhy75xPYhEdmfFlhRg6o08jkylD/xUJZ0UDyz7U58htvOaebZOrRCzDzET2KRRLGHUfNOrb7cNWDuyn8yzNRKKuJAKOiwBl636CgDzkvoZCIk4WBFvlqgjFU6e0rzc9TlCMuoumx+NU8QHZpqcX9Wo0Vll5NkeYquXyWpn0SSI2zXgr/lU1T8vORNNdNzLDpgnEpP98Z5u+fvSJNXErTp8RbyqnflszBlB5IF5/2PAQnMfKKfnPEfmB/PHmDKNTChmiQitv9J8y1/QnWU/9oYREqerJBPvIquybrJsk4rVi+KFPTHGyjLp04Cf2wfwhPTYRPhDxQtaJ6vdq0mxyD37g77Y9ELVA7kH/H7GJNYkIf2Dtae4tkOLdux+bt9JwuCPVtJ7w/xyTuVOuDYrs7Fq1BX4d1elmZrSpxb+zR/7XBICzJrZkgJMEARBEGx8won3bNiSAkxDc07jUmmlqxgm8x6aJxEjJoqEpUAfzpHU7MaznUUcNUmCuKamGhj2aLP07Ta65t/xRden0vBOijapE/Pan28cdm1qNDyTw37lOFrw13Mgl45T4fdjeUSs1oJVAB8lpaatEzZLkmVhWppZUiHbOrUy58qZul8V2uSBM3m/uhwgFXmXkEaHrDR7jDRzyRi7O0kDPnfKPST87XjDr3BHJR27reEEALNNbxpdskkVc2x+eA2Mhd2HZeKsehe+kmwzB+htxQOuLWc0CwuNY66PnR8AkM9fkmyT7P8U66TM8h2xyD1bH2k7yd3Sqj/GtR2Vo8n2CnFSZtjzYe8p5mx8j9yRbC80/fUskiCBUVN5vdzy86FcP+3aWvTt3yc2kQlJRJ4N4J0ALgXwclX9aMdnVwH4nWzzd1X1A12OdQWA16rqD4vI1QDeDuAo2mq7OwD8nKp6HwTDlhRgBnJNXDCeqoNPLKd21qb6ybxv2L9oK02rRidJltivqREEqi2vf5/PT7u28eL+ZJtF8lR6iHa5QJ/qv69IassgnfRKJvdAznv3L9bSyJkx8rZi2V1tFBKL7mFJ1awZggmSS9beBx/mO0gyG1fMbuw5YIns2F2wMOG2aITUXt+nQ0h9NE7ThGb+5T/iCmH6L6wQvxGbvXpHyfcZJpl/Z0ykHvOhYpF7syZ8dlm8wD1a8OG7tuBqlSWWJK+6C/G0ZHuu6EPXV+Aj99z3kzDqpaqPLNs5kN6/URJxxEKPrWDAkvKxOmDWosoixpj5e9g+nzTzN3kWTBMzL1aI1La3dUGyvSO/3/WZNkIV4CPECsR3jQkrlZp/7/aVHlJ1bBAeAnA1gNd2NorIdgBvAnA52q/FW0Tk46ra2wqrzfWq+prseB8C8DIA7+u205YUYIIgCIJgw6MKNM5hyPZZoKoPAICIS1z1QgA3qupM9vmNAK4E8FednUTkSrQ1OFMAqOORiBQAjADoSfjZkgJMToBSMX0oBgvpcmCMnPksyxpuVv4DxJO/yWq9GI31EPHkLxMBdXspPdYkKSVQIVFI20wUULPuHVEHWrtdmyCNQmKmrhlyzrWCdxa11FteIzFg8vOMFPz52egJwK8wmXp6hBR7senw8yQPTMVoCOw9B4AcWRn3UrrAJlkDgIbxuHTlHPAItZDMeyNPnCSXq15lPmlq6WwveXMK03oNmfs+UfKdrJkCAEaKpmwH0Riw6uzVRqrNWc57DczOkr/odo4skQru4wViqjSO4YXWHtcnT6KQrKmLJSCqk/mxezC9nucNeTNakaTftzWTmIlsYqB7AQfrdA4ALZJ8Ec3UTJcjjv2TJd+23TxnFTJQZuYdNefXVP+uHNHHujabDHE655/9RtE/60srD7m2vtKbBmaniNzcsX2U1Q9wAAAgAElEQVSdql63TiN6tOwH0OlncCRr+yYiMgjgzwA8F8A9AK43x3iZiDwTwD4AdwO4oZcv7u7eHgRBEATBOqCAtrr/AVOqennH30YRXgDutmilsicAuF9VD2nb/v9B8/n1qnoZgL0AbgPwul6+eEtqYGrNHA7Pp3bckyaF/Qm/+ME08YQbMEtTtlJlK/F5E5pLnXhJrgi7QGFZd8tN32jTtbM07OMtkkTDZNllmSuXmj4LZsP49LBFBHMMrZjVsS3xAABzJIx6xVzkZWJLZ1HUvYTmzpiU8o+VC/yBCFXjv3NsmYVo+3u8YHzTWMg0s91P40iyzZx4W0qKeJJVvcXmOwKAU2aOnCyT+UFW2baJ5eeYafgJyOaIpUDOxa7CWLHT6Yb3B1wwKfJtBloAaJIs1Nb5vtzyPhV2fgA+dJxpith8n6unjTMk8z3Lq2NZJvUGFhp+nCeNJmNaH3R9BnJem2ufsyXynpohCbGOS+rEPkYctQfIT5XVwFh/PgCokRQF2iIv/36h2LA+MCJyLYAXAUAmXDwSRwBc0bF9AMBNpF/XE1VVFZEbAPwKgLd1678lBZhSsYmLdqUP84RJmHa66p0PWd0hOwVtWm8AmCVq2D0ml8hog5gJWhe7NuvEN0AcLncRh9KDppT9nqb32mdOfMvmB7ZFXoTbcz5SoWDMBOyHbJiYh0aLJucKcR49UfH3wZqMmNMwq0VUME60rRVWuycVdncQU8k+kmCsYQS0qQlvtnuA1Dy4IJ/2YyaW6aoXfIrN9FwqJGnd0Jh/rt0zRSoe7yBmpQtG0u8byvsfXPZGWmlYYdP32TNASk/U0+M3ScQY+4G3FZz3DPpR7S954eQ8I7Cw+cEE0JbpN5nzjsW5AT/fT1fSZ2im5s1a40VybwbS71uo+4tQZjl63H3w15NVrbclHMaIsMId7dPvGyv4c3kMs90vnp9sCrnJdiEC+EjPSWLuE/LM1kbS2mALy3f5MZ1LNmgUkqq+EcAbe+j6aQD/j4isvnxeAOANps+dAC4UkYtU9V4ArzjD8Z4J4N5exrglBZggCIIg2PBsYA2MRUS+G8DfApgE8GIRebOqPllVZ0TkrcA38xK8ZdWhdxVVrYjIqwF8UkSmAHweQGdegVUfmBzaGp2rexnTlhRgcjnF0Ei6spg06v7zFv2KbLnZPScJS9nNVuzDRptzgkS0P444DTbMOIfJavm8Ib+SGi+a3BTEBFEgy6ammoJ9pMJxiWiPSrnujoU25wsAbBtKV00shf2hJe/EZ30+WbjpIHHCHjIOwULyzkw2U60FMwmy77Nh4vuH/HU6QdK+W19jpvUaI2n7B/MTyfYxkpumJBe5NpvFeICkeN857J+pPSvpPZ4hpj1231tqv8/3GSJFPMVUYt9GnM6ZtmrUaPrOG/KDGisS521zo1nGYDs/AGDEzJECyag7mPNlCZaNxqBEQux3lbxGRIyz9mFSFsEWUgS8g3WTOIsPNnwe/VorHXu5SfoQc62dIztJAMK+IX8fji+n14/48EOJI7HNUj5KUmMwRgfSzNT3kWrUyyv39HSss2fz1EJS1a+gbR5in70XwHu77P8pwKSjbre/H8D71zKmLSnA1Bs5nD6dTrolo649SVLY303SXFvTCPN6ZmXqe8FW7QWAuXp6S2Zq/hbN1f0ojpZTVfeDTe+RP6w+X4W1IzPfCxYR07Bp7YlPii0bAAADK8YXacWbElj+iLLxayiT7+OJwbonAWuYFdA9C/7H/Enj/uW4fSC9LtYnBgCOLRPdvoFFKtV6UCuz3CbMpmN9kawfEuDzHQHAkZW07f5F4n9CTTr2+0mUHhUSbVVwUg6DmE+mqulzNk0Eu+PExnJU07wvo+qFjhrxCXN9SAp7Oz8AYJsR+tm1Y34xc8a0ViLCCqlwApuyigloeTYIm/iQJLJj5lo7Tubf9pCvfoG7a+l9YLlpSkQ4qUr3uWUj9wBfbqNS8+/Kc4Zi1Uk3WANbUoAJgiAIgo2PbhoT0kZkSwowAqBo1ORWbW4d/wBgz5C/HNa7n6lOmZOidcLcS8wLpXz3y8/GOUH6uSyp1V2uj9U0AL5aq40IAHxxNwDY10qzZS4Q3b4QdcD4YLpabZBcMcwUc7qaruZs1k/gEaJPqjYLrd9vwpS6ZmYKG60F+NUyKyI4QkwltlRBuekfoBopaGejQ0bhVftKVpxlUzqAme1Ydt5x44S5neT+YNfKNi2SDMkLdX/O+4bSVXaeZOtlCoNhM052+7aX/DNVqKdzhGm9KsSR+FjOZzu27G3tc211E21Wb7HMxqRCtTFRt4gpqElMLDaikV0XprlpGI3AKMtwS35zB0wU0ihx4t1JnqH9Oe94bmH3oWbeXSdIYcrzWt/h2iaQRjnNjjze9Tln1aiBEGDOgi0pwORyilLpzKrfMRYhQ35sbGQ1e9bYj6It9V5izgKESRNxsK3ozyNPElJZn4Lt5NYuMyHDXIbhlveBYYzl0x8bltBstOgFH3tfBkjoeoXU6rGBCezu9nKFbVg8AAybg7OoMha6PmRU+RPEBM/8jqwq31YuB7javmbCjFW8yWNQfSSUTcJnkzy2x0SETRMRw5KXWf8awKfyXyE+IjWSjNHWliLBRJgo+sYx44vUIn4rw2RuF3Jpv0UyP3JEKLap9gskOaKdHwwreLXb/L2xiSsrxFRJIqSxYCq2s2rti3X/nNkq3SNkoTVOEudtK5pFIhGKhwte+Jo0iy9mciRWbNQbxgcGO1yfcfHzIW/ezcNkv3PGJqqFtBHZkgJMEARBEGwKQgOzZrakAFOuFXDrsTSCwaaUP7ziV0gPEAczu2qpE2mZqZ7rRg37wCJxSCRJ1XYPpurNB8tefXuMRLZMGc/Xw9VF12cu51OzN5CadKyDG8CLpE1pWlztCvF5juZqfr/6dDr2B5e9Y3GdzOdFszB9cIk4Ddf9CnO+bgu+kTIFpuL4/iHvWGzNMABQNY7gJ1b8qpSZSh5SkxiQ+VESU1BV03u6QEws0znvUFppPjnZPrbktWysqObJSrryP04i6WarTGOQjp0Vc7SrfAC4bzHtt0gSjh0Y8UnO7Bw5uuI1ItNknMdq6fWcJckfmfnUzhE2P07pEdf2eE0DMGZqLDeU16rNGqd95uTOEtnNsxLVPVA35svTDf9M7VNvyLaBEUxTdI8v+I3DK+l7cBa+07L4opr1fDoulhj0vpx/x842Dyfbp+fPobnIopsnCmkjsu4CjIjkAdwM4GhWOvtCAB8GsB3tgk4/q6o1EXkM2mFYuwDMAHilavstICLnA3gPgINoK91+aLWwFKOYa+G84fRta39MWTXqcf8+cT4Mx4iQw5JgTppEVsx2X6/4MdjkaCyyhdmt2Q+lOzb8i+h0Mw0XHM57dSqruWOrVrMkYCvUFJReT5aoD0Qlb39gmX8NS6Y3IaZGFLlXdSP4MFPJwSEf8WDNWnMkMdmuQX/t9uXSSMSpFX/vHmj6ysgXJ2kTgAKRfKbVC64t048JK+xeWbMZjSZyLcB8k6SKNQwS4cua1lgEEPO5scklF4kEzEwllqp4CW224bPQ2jnC5keLCD4NmzmWmN9YpJANu+cpC4iJ0zygNeKLVFF/jYtmjjaJPxbzp7MCC/MNZGY6KzAxP645s2ACAFETnUVSQDABtGUEHZYa45zSQxblgHMuaiH9GoA7OrZ/D8A7VPVitCtOvipr/wMAf6GqlwJ4C4D/2rHPXwB4u6o+EcDTAfjc9kEQBEGwmVhNZNftL6CsqwZGRA6gXUvhWgC/Ke0yv88F8NNZlw8AuAbAnwB4EoDfyNo/C+Bj2TGeBKCgqjcCgKp2LYNcyLewYyxdTdXnU1mNrcSZlsSqa1nuFptLBQCqRo3OnDnZ6pVpFixs7NYMwqous5XiYC6tj2RXJwDQIhE4StosrBZSw0RL2G2AJ+UaM86by8SJcJ6khbCaISWrHbfipKt8Vt6g+71ijsUrxuPS1s0CvIYLAOaRPvpDpGpvjqzgR0wk2xCJdGEaGBvVRYL0aPTLSqO7AyvNSWLacmR9xeaoPRRb0JbJc23nSIElesv5+mF2jrD5wfIpVUydqsGcN1UOkmfKWoJGyX1gZiXraFtv+XfCKEneaU3b0zlf6wnw1yXn3l3+ZtkIvPZ+JvEhea4LOe+Ma2HaFvbOazS719w6d4SAcjastwbmnQD+Mx7+rd4BYE71m3rLzrLbXwPw49n/fxTAmIjsAPA4AHMi8jci8lUReXtmlkoQkVeLyCEROX1spauMEwRBEAT9p9Xq/hdQ1k0DIyI/DOCUqt4iIlesNpOuq+LnawG8S0SuBvA5AEfRjpYtAHgWgKcBeAjA9WjXSfjz5CDt8uLXAcAl47u1bPxLyqZoIBsIs68vGXt6gawc2YqvF6HarsgAYFsxXZVtI6GWQySs0YYG5sigbJE2ABiT1Nl5Bd5ZbruynBbp2Cds0gkAB4a9T4EtJHiEOCmfIsUc7SqU2fxZKLBd3e0k9QYWjG/ALHF+ZFlFbZ4LFk7PtGU2R9CSkhUhq0JunEeXiGPjEMkmu9uEru8d8felQLQBA7l0Dg31mAqgarL62irMAC/GabWU5SU/prGCP5adIwOkgF+hh7XaIPy1g/hyBsum6jGbH1XxDsjH8w8l23P1S10fVuvQ+sXdt0SqvBMNjJ0iVisMeP8TwGe4LZLyG6PWMQfAhAmjFuIwz3xn7LtrgITBsxDpusmAPKD+eRlteafvhYLPddU3NlEtpI3IepqQngHgJSLyQwAG0dY5vhPAhIgUMi3MAQDHAEBVjwH4MQAQkVEAP66q8yJyBMBXVfW+7LOPAfheGAGmk6bmsFBNJ53NpcBU0bNV/yD1UiZgkZgAxgvp97PkYcvCVJnphGPjZD+KTRP11CRq7YYQp0jzEsgRNXovDJInqURy7diEgsyJN89S6xtzxlTF78eui3XsZXV5bB9r4gEAJRKFFZiYAMOOZZNylcgPRIU8Gzb6ZYLUCprPeeffFnYm23WSPLBKTEgrxsl0nuTHYcKJNRMwAb9BCt7Y61knZhiyfnCw54CZee0cYen/7fwAgAGkkXM5YkZjXNh6bLK9fcCPib1tlsyzz4INbC4jADi6nB6NvcvKZBFln8cquQZrxSbOBLwQxZy3GyQRTMvsx8xFDJYgsW+o8iQ+QU+smwlJVd+gqgdU9QIALwfwT6r6M2j7t/xE1u0qAH8HACKyUx4W2d+AhwtDfQXApIisps18LoBvrNe4gyAIguBcoS3t+hdw+iGKvh7Ah0XkdwF8FQ9rUq4A8F9FRNE2If0yAKhqU0ReC+AzmRPwLQD+7ExfMJBv4rzJNJdAbi7Nnrk8680p5w17ec6ufhbIKnR8wOcy6UWonqj5VPC9yOKDxMl12FS2HSROb0Iyotp09Mz5kGUatfRoXXBZYVk20omibxuxmhRaWZs5DabfxzRaVgPDSkocHPImAft9C6TQ4HZishotps/LyRW/utyZ2+va6mo0LmT5UWp6k5zXFPnry9rsc3aAWFgWSWHRofzatHh2BEVygr1EnDJTl50fAJkjJOy3RQp3NIzmhs2PJjnYzmJ6b3aRbOEse60Ne18mGkpbWRsARoyZh1XWblVJMVWTt6fY6p7qH/D3j62O7TUAvKN9peU1ktra49ry5Hx6IS9rez7XjQijXjPnRIBR1ZsA3JT9/z60Q6Ftn48C+Ogj7H8jAG8wfgQkpygNpi+HIZM+3absBwCSJsGZBdgPJ9uvF9XWTJVUa87ZHxs/TvKb6EoXMEZzLOLAmnl6U8rZlzbzDWI/igXjA1NiP6ZEyCjm7XUh94H8AI0Q1bqlal7+O0r+mu8a9AKMNcUMkfTxO0r++5eMvFJvsTw7rIJz93uzTKJKbKr9kSFvEhir+1eBnSMNkj+G5YaxLax+GLEgOVeAIvmhZmY6W52ZRbGxqCfLCElIN0/8k2x0FKueLGQejZjBD+aIAEMixLaZ/axPDMBN1Ba2kN9BakTlzA88K0HC3oMl866qk3fXKLmBU5X0OrB32WDLL8jqRkhk94FRFL/g7BvhA3NWbCBjYBAEQRB8mxECzJoRlhdjs9M2Q4VsFgRBEKyFxi2qevl6f8vl5+/SL7/+x7v2y7/mT8/JeDYb8SsfBEEQBH1CIwppzZyLUgJBEARBEFg2USkBEflNEfmGiHxdRD6T1S9c/eyqLJHsIRG5qodjXSEin8j+f7WInBaRW0XkdhH5qEhvjkohwARBEARBv9gkAgzaUcOXZ/UKPwrg9wFARLYDeBOA70E7QOdNItJb6NrDXK+ql6nqkwHUALysl51CgAmCIAiCfqA9CC8bRIBR1c+q6moa7y+inYgWAF4I4EZVnVHVWQA3ArjS7i8iV4rInSLyeWRJa0mfAoARwKS7fgRCgAmCIAiCfqHa/Q/YKSI3d/y9us+jfhWAf8j+vx/A4Y7POmscAgBEZBDt/G0vRrs0kE109TIRuRXtEkLbAdzQyyBCgAmCIAiCPqAAtNX9D8CUql7e8Xddv8YsIq8EcDmAt682kW5WbfQEAPer6iFthz5/0Hx+vapehrZgcxuA1/UylhBggiAIgqAfKNpp27v99QERuTZzrL21o+0HALwRwEtUdTUj5hEABzt2/WaNQ0NXW1gm3NwA4Nm9jDEEmCAIgiDoEz1qYM79uFTfmDnWXgYAIvI0AH+KtvByqqPrpwG8QEQmM+fdF2RtndwJ4EIRuSjbfsUZvvqZAO7tZYyRByYIgiAI+sHmKiXwdgCjAP5nuywhHlLVl6jqjIi8Fe3CywDwFlWd6dxRVSuZ384nRWQKwOcBXNLR5WUi8ky0lSpHAFzdy4BCgAmCIAiCfrFJ8tip6g+c4bP3Anhvl/0/hbYvjG1/P4D3r2VMIcAEQRAEQT9QhW4eDcyGIwSYIAiCIOgXm0QDsxEJASYIgiAI+oEC2gwNzFoJASYIgiAI+kVoYNZMCDBBEARB0Cf6FSa9FQgBJgiCIAj6gSI0MGdBCDBBEARB0AdWSwkEayMEmCAIgiDoB6GBOStCgAmCIAiCPtFq9nsEm5cQYIIgCIKgH4QG5qwIASYIgiAI+kT4wKydEGCCIAiCoE9o5LFbMyHABEEQBEE/UAAt6fcoNi0hwARBEARBH4gw6rMjBJggCIIg6AcqaDVDA7NWQoAJgiAIgj4RGpi1EwJMEARBEPQBBaAaGpi1EgJMEARBEPQDBTSceNdMrt8DCIIgCIJvV1S7/20EROSXROQ2EblVRD4vIk/q+OwNInKPiNwlIi/s4VhXi8i7sv9fIyJHs+PeKSJ/IiI9ySYhwARBEARBn1CVrn8bhA+p6lNU9TIAvw/gDwEgE2ReDuDJAK4E8G4RyT/KY78jO+6TADwFwHN62SkEmCAIgiDoA6pAqyld/zYCqrrQsTmCtgsPALwUwIdVtaqq9wO4B8DT7f4i8vMicreI/DOAZzzC1wwAGAQw28uYQoAJgiAIgr7QXfuygTQwEJFfFpF70dbA/GrWvB/A4Y5uR7K2zv32AXgz2oLL89HWtHTyGyJyK4DjAO5W1Vt7Gc+6CTAiclBEPisid4jI7SLya1n7dhG5UUQOZf9Omv2+W0SaIvITHW2/nx3jDhH5IxHZOHc0CIIgCNZIqyVd/wDsFJGbO/5e3Y+xquofq+pFAF4P4HeyZvZ7bD13vgfATap6WlVrAK43n6+akHYDGBGRl/cynvXUwDQA/CdVfSKA7wXwy5mt7LcAfEZVLwbwmWwbAJDZzX4PwKc72r4PbantUgCXAPhu9GgfC4IgCIINSw8OvJkT75SqXt7xd916D01Ers0ca5k25MMAfiT7/xEABzs+OwDgGNmnqzuyqtYBfArAs3sZ47oJMKp6XFX/Lfv/IoA70FYrvRTAB7JuH8DDFwEAfgXAXwM41XkotG1iAwBKAIoATq7XuIMgCILgXLCaB2YjmpBU9Y2qelmmGYGIXNzx8YsAHMr+/3EALxeRkohcCOBiAF82h/sSgCtEZIeIFAH8JPvOzLryfQDu7WWM5yQPjIhcAOBpaJ/EHlU9DrSFHBHZnfXZD+BHATwXbS0Lsj7/KiKfRds2JgDepap3nItxB0EQBMF6spF8XLrwGhH5AQB1tJ1srwIAVb1dRD4C4BtoW15+WVWbnTtmv/XXAPhXtH/L/w1AZ6TSb4jIK9FWUHwdwLt7GdC6CzAiMoq2VuXXVXXhDO4r7wTwelVtdvYRkccCeCLaaikAuFFEnq2qnzPf82oArwMw8S0+hSAIgiD41qOCZnNzxNKo6q+d4bNrAVzbZf/3AXgfab8GwDVrGdO6CjCZquivAfx/qvo3WfNJEdmXSWT78LC56HIAH86El50AfkhEGmiro76oqkvZMf8BbZ+aRIDJbILXZX02SOqfIAiCIOC0TUj9HsXmZT2jkATAnwO4Q1X/sOOjjyNTPWX//h0AqOqFqnqBql4A4KMA/qOqfgzAQwCeIyKFTCB6Dtr+NEEQBEGwqWmpdP0LOOupgXkGgJ8FcFuHF/NvA3gbgI+IyKvQFk6oM08HH0XbL+Y2tAXWT6nqDesz5CAIgiA4d2wiH5gNx7oJMKr6efD4cAB4Xpd9r+74fxPAL37rRhYEQRAE/UeB0LCcBVGNOgiCIAj6gYYG5mwIASYIgiAI+oKgGQLMmgkBJgiCIAj6QJiQzo4QYIIgCIKgT4QJae2EABMEQRAEfaIVeWDWTAgwQRAEQdAHNJx4z4oQYIIgCIKgT7QeMdtI0I0QYIIgCIKgDygEzVYIMGslBJggCIIg6BOhgVk7IcAEQRAEQZ+IYo5rJwSYIAiCIOgDkQfm7AgBJgiCIAj6hIYJac2EABMEQRAE/UAjD8zZEAJMEARBEPQBhaCpuX4PY9PS05UTkWeJSN60fef6DCkIgiAIvj1oafe/gNOr6PdpAP8kIns62t6zDuMJgiAIgm8bFNL1byMhIj8hIioil3e0vUFE7hGRu0TkhT0c42oReVf2/2tE5KiI3Coid4rIn4hIT7JJrwLMXQDeDuAmEfm+1TH0uG8QBEEQBIZ2FNLm0cCIyBiAXwXwpY62JwF4OYAnA7gSwLutxaYH3qGqlwF4EoCnAHhOLzv1KsCoqn4CwEsAvEtEXoP2tQ+CIAiCYI20VLr+bSDeCuD3AVQ62l4K4MOqWlXV+wHcA+DpdkcR+XkRuVtE/hnAMx7h+AMABgHM9jKYXgUYAQBVPQTgWQCeDeDSHvcNgiAIgoCgPfwB2CkiN3f8vfpcj1NEngbgYKbM6GQ/gMMd20eyts599wF4M9qCy/PR1rR08hsiciuA4wDuVtVbexlTT1FIqvq0jv8vA/gpETm/l32DIAiCIPCoAo3eNCxTqnp5927rQ+aT8g4AV7OPSZu10HwPgJtU9XR2vOsBPK7j83eo6h+ISBHAR0Xk5ar64W7jOqMAIyL/LxlIJ7/a7QuCIAiCIODoxjIRfRMRuRbAi7LN5wC4BG0/WADYC+DjIvIStDUuBzt2PQDgGDlkV7cTVa2LyKfQtvKcnQAD4OaO/78ZwJu6HTAIgiAIgu4ogFa/B/EIqOobAbyxo2nn6n9E5CYAr1XVm0VkBcCHROQPAZwH4GIAXzaH+xKA/y4iOwAsAPhJAF+z3ylt6ej7AJy9CUlVP9Bx4F/v3A6CIAiC4OzYSFFGa0FVbxeRjwD4BoAGgF9W1abpc1xErgHwr2j7ufwbgM5Ipd8QkVcCKAL4OoB39/LdjyYT7ya/zEEQBEGwkdh4eV56QVWvMNvXAri2yz7vA/A+0n4NgGvWMo4oJRAEQRAEfWA1D0ywNro58S7iYc3LsIgsrH6Edm6Y8fUcXBAEQRBsZZob1Il3M9DNB2bsXA0kCIIgCL6d0A2WaXezESakIAiCIOgTm9EHZqMQAkwQBEEQ9InQwKydEGCCIAiCoA9s5Dwwm4EQYIIgCIKgT2zUTLybgRBggiAIgqAPKIBGmJDWTAgwQRAEQdAnQn5ZOyHABEEQBEEfaCeyCxPSWgkBJgiCIAj6RGhg1k5uvQ4sIu8VkVMi8u8dbdtF5EYROZT9O5m1/4yIfD37+4KIPNUcKy8iXxWRT6zXeIMgCILgnJIlsuv2F3DWTYAB8H4AV5q23wLwGVW9GMBnsm0AuB/Ac1T1UgBvBXCd2e/XANyxfkMNgiAIgnPLahh1t7+As24CjKp+DsCMaX4pgA9k//8AgB/J+n5BVWez9i8COLC6g4gcAPAiAO9Zr7EGQRAEwblH0NTufwHnXPvA7FHV4wCgqsdFZDfp8yoA/9Cx/U4A/xlA1GUKgiAIthQaJqI1s54mpEeNiHw/2gLM67PtHwZwSlVv6WHfV2e+NafXeZhBEARBcNaECensONcCzEkR2QcA2b+nVj8QkUvRNhO9VFWns+ZnAHiJiDwA4MMAnisiH2QHVtXrVPViVd21nicQBEEQBN8qwol37ZxrAebjAK7K/n8VgL8DABE5H8DfAPhZVb17tbOqvkFVD6jqBQBeDuCfVPWV53bIQRAEQbA+aA9/AWc9w6j/CsC/Ani8iBwRkVcBeBuA54vIIQDPz7YB4L8A2AHg3SJyq4jcvF7jCoIgCIKNQDuR3ebQwIjI1SJyOvuNvlVEfqHjs6syF45DInLVmY6T9b9iNS2KOe7tIvJRERnuZUzr5sSrqq94hI+eR/r+AoBfIH07+9wE4KazHlgQBEEQbAQUaG4QAaVHrlfV13Q2iMh2AG8CcDnaMtktIvLxjsjiR3VcEfkQgJcBeF+3nTaUE28QBEEQfLuwmTQwZ+CFAG5U1ZlMaLkRPgccRORKEblTRD4P4MfYgUSkAGAEQE/CTwgwQRAEQdAnNpkPzI9nGfM/KiIHs7b9AA539DmStX0TERkE8GcAXgzgWQD2muO+TERuBXAUwHYAN/QymBBggiAIgqBP9KiB2SkiN3f8vboPQ70BwAVZxvz/hcurPpYAACAASURBVIeT0rJMe1buegKA+1X1kKoqABtNfL2qXoa2YHMbgNf1MqAQYIIgCIKgD7Q1LNL1D8CUql7e8WfL7XzLEZFrVx12AUBVp1W1mn38ZwC+K/v/EQAHO3Y9AOAYOWRXZVIm3NwA4Nm9jDEEmCAIgiDoExvVB0ZV36iql2WakdXcbau8BA/XJ/w0gBeIyGRWoPkFWVsndwK4UEQuyrYfKcgHAJ4J4N5exniuSwkEQRAEQYC2SmITRSH9qoi8BEAD7TqHVwOAqs6IyFsBfCXr9xZVTeogqmolM3t9UkSmAHwewCUdXV4mIs9EW6lyZPXY3QgBJgiCIAj6weaIMgLQTiwL4A2P8Nl7Aby3y/6fQtsXxra/H8D71zKmEGCCIAiCoE/oRosz2kSEABMEQRAEfWA1D0ywNkKACYIgCII+EfLL2gkBJgiCIAj6RGhg1k4IMEEQBEHQBzZZFNKGIwSYIAiCIOgToYFZOyHABEEQBEE/UEBDgFkzIcAEQRAEQR9QAK1+D2ITEwJMEARBEPSJ0MCsnRBggiAIgqBPhAZm7YQAEwRBEAR9QKFohhfvmgkBJgiCIAj6RIgva2dLCjCPHd6Ld1zyH5K20UIz2Z6qFt1+tVbOtZ2s5pPtu+b941Zu+DZr17y/Ou/6VGTFtT1v8rxke0fJdcFJvxu+MH862Z6XGddnXk+4tryk12G+dsT1WVp5wLVpq5Zs/7cn/Y7r86IDp1zbtrF08I2Gv+ZTCyOu7UR5ONk+VhlwfVg+hZOV9PjHybUbM4/CTnLNL5vwO4p59Sw3/HSaredd20I9HdNX/a3CQq3p2vI5SbaP1RZdn6ncSdf2s7sfn2w/abzm+uwqVV3byUp6Iebq/vweWPbnd+t0eqzxot+v0vSK8ztbDyXbgzrs+ly5Y59rGy2k9+Fw2XXBF5b8c12W9PottvzzaucHAMxV03Eus/kBf//++Mm/nWxfsW/K9Rkb8vehad5L00v+upxeGXRth1fSOVJvietzouLn33Q1vZ4j5FeiRuwee80Q5uv+++6a98/era1/T7ZbqLs+DfXXpdJaSLbnyve5Ps2Gf+9upNpDUUrg7NiSAkwQBEEQbHg2UTXqjciWFGCGiw08bV+6mppfHkq36+NuP7ZiKEr6dE2WfB/GglmiXDw04focrfilftGssos5/3TXyepnyawmR3Sb67MifjVS1SV/MMOO0ae4tkYr1Ugw7cfwoF9tjWxP25ZnvCZlhWgyCuY6jBb8RbAaEcBrYC4Y9eMcyaf7VchKdUep4seUT8fw0KI/+ErTr3BbSI+/Z8h/X5281eZrjWT7MSX/DA/X/DNl783Okr8vvbDc8OMczPtxnjeS3lOmTVpu+lX2fqTalXn4Z5O96wvmElfJw1jBsmsba00m22WZdX0a6u+7Zef4d7q2WmPBtdlhjQ/7Y4/v8JqGxZn0nvYyPwBgWzF9PhvkvcE0MHaODJJjH1vx+9kxFH0XGnEzhh3Jdou4tc7JMdfWaKbvoNGS184Vhr/Dtc0u35NsN5v+Xp1LNpJGaLOxJQWYIAiCINjohAnp7NiaAowAYhaLhVwq1VufGACYqfnL0dT0QOxhY9qHbaXUN2DQuwqg3PDah8W60Qb4YWKOGKC3mdXk3fpF12d+5SHX1ksQX2HQj3Nh5XCyTVwasLzitQFjtXSFOTjacH2GZnzb9qF0tTpOtFcnVoZc265Sej3niJatZjQuRGHgngMAKJlnaqRAziXvn6m68WnI24cVwHDBt40V0/swRGevvy7Wh2Ew78dZIvOh0kwf2mkyP5i2asCsvIetigTAxIC/V/YynF5hfmp+sk1X0x2nK167k4c/1gOtW5LtxYpf5bdaXluVy6X3oZBj8+MBfyyjeVsqe7+VsUmvgRkaSccwMufPb9ewd/wZMX4xJyv++/YOEm2HmSPs+SyR95l9LS0T38DRot8xV0ufjyONr7k+9Zb3QStXU3+voYFdrk+16v2a+q1xsTQjEcya2ZoCTBAEQRBsAkJ+WTtbUoAp1wq45eiepG1iIF3FDJFVKFu9njBm6uNlv2I5UfW27L2ldLUzU/H7zTf8SuoCs2If9wtHAH5Fu9xIDdf15ne5PqdGd7i2+XoanbFYOer6LK74NpGc2fajnNxGVoVPSFdgSrRJe5d8dE3FRI3tIhqDuZpfCefFPuJ+oDO1tG2syPxP/LHLxhehlPdjsj5UAHB0Jf2+UyvkmVrxK/FdRhO26B8fzNS8xmCskO5Xafpp3yIapmGjUWJ9TpCormPL6X61lj+/nYP+wV6qp9evSvYbJW8s6yd2cNQfu7pwnmsbzqVz5sSIj2JZIFF5i5VUk7lUYVoaEspm2L3bawJGnkjuzVJ6XXYve9+gesNrNvbkU78fNj+Yj13OzJGZqr/vVaIJGzKnPEK0iCPEMWa0kt6HC/L+3XUsf6drqzfS81upnXZ9hLwrxZxfP31QopTA2UHcrIIgCIIgOBeoate/jYKI/JSIfENEbheRD3W0XyUih7K/q3o4zhUi8ons/1eLyGkRuTU77kdFxOcKIGxJDcxAvoULx9NV/EI1XX2crvoV0ldnvDxno452D/k+91T8MnTe+AvU1a/OyyS3wY5S6htwcMhrihaIAbrSTFedhZXtrs/Oho9auXdgLNm2mhUA2FN4omtrSbpuyBMNzPKyX/HtyKXnLCTJxNCYX9HWTT6VXMFP6jzRdowXu69v7EpxifjJMB8YbaVjOlz2fh13Lfrzsz4iO7xrAr6x4rVQo43Uz4n5Yz1EojUGco9JtoeIr06T+LIcNz4U9yz5Pjly33ca55w7F8m5NP0zbM9nsUm0SUX/TO0tpeczVvDHXmn4+T5aS+fIjsaY63Oo5N+juVx6fmx+NIT44Zjns7zkz2Vc/POaG0u/z/rEAEBr0Z9fwUSIsfjJMRLNZ5/1ETLXrNYSAPYOpu84ooDBYN7fm/lqet1b8PdhuObvwyHjvzOc8xrmEUy6tilNNW3H5/63H+i5YhOFUYvIxQDeAOAZqjorIruz9u0A3gTgcrSVSreIyMdV1Yf1PTLXq+prsuN9CMDLALyv206hgQmCIAiCPtA2IWnXvw3C/wngj1cFE1Vd9ZB+IYAbVXUm++xGAFfanUXkShG5U0Q+D+DH2BeISAHACICehJ8tqYHJiWLQrDJrZsW3Xf0q5qmT/nLYFea/z3mZb4j4ziy0Uk3D9oJfZo+T6AXLMskj8sAy8eMw4UrH695OfiLv7fkz9fuT7RzJPDoAr1lY0NTezFZbO/f53Bswx2+c8Fqo+Wm26k1XW6fmfM6Vcg+r+skBrwmzfeZq1PHIMWh8Xg4Oe03cStOfi/U7uJtoaUpKfG6a6fcN5Pyz8YTc+a7N3humbbERMgCwfSDVIjxxnPnOuCZ8ZTo91pDzQwLmal5DMTGQXved4ucMW3FVTFTXQ2V/LrNVr3U63kg1Qyfzh12fmbr3iynk0nvK5scyWXyWzH1nOV+U+Cc1TqbXamHeZ6rO57wm5dhsqnFlmcbZ/dsxkF4rlsF3mswRq7mZrfnvmyJpdebr6flNwfsGncj5+1BvpPOtmCeqTHJ+8xV/n/uFQnuNQtopIjd3bF+nqtet07AeiccBgIj8bwB5ANeo6qcA7AfQeVGPZG3fREQGAfwZgOcCuAfA9ebYLxORZwLYB+BuADf0MqDQwARBEARBn1Dt/gdgSlUv7/g718IL0FZ4XAzgCgCvAPAeEZkAt05aqewJAO5X1UPadur5oPn8elW9DMBeALcBeF2vA9pyiChKZhWxu5RK+danAgCKZBVzxPg1LBL/iDzxGymZe9ogS50cWR7YLLtVsvopkwCqY7VU4zKb8wV2ZhsPuralalofafvwRa7PPHwNJRu9lBefjZTROJVqvkiaDadtAYBZU//lwWW/CmV5fFgUkKVitFwsg+hY0WsM9oymGiYWiTWQ9+dyyviW1FokqQbhkKSr0N0Nn3l0e95rfAaNg9LkkF8GD5b8+VXN9WTz48Flr32wc6RBnvMieeetmFSxNis1wK+xzcNUIfPDalsAYDaX1iKarfv5sVz1kS27hp+Q7gfvdzRX8zmXivL0tIFEADWn/X1Qcz458kzb+QH4dxerZWW1QgC5nkRzUyBjsPmUFsl9OE2iMe/NpVpgVpNqvuKv52AhzW5eJ1mTF/S4a6vWp/3A+sgGMhEliMi1AF4EAJlwcQTAF1W1DuB+EbkLbYHmCNpCzSoHANxEDtn1RFVVReQGAL8C4G3d+ocGJgiCIAj6QDsTr3b968vYVN+oqpdlwgsAfAzA9wOAiOxE26R0H4BPA3iBiEyKyCSAF2RtndwJ4EIRWV0hv+IMX/1MAPf2MsatqYGBX8Wrsc+eIiv4xbq36x412UCnq36FNJzzl3FiwK5e/dLxNMkYagOMdhKfDYz7FftMJfXcH6t7e/BO8Zkq7x25LdlmeRMYuwfSyAu6MibaqlYlnYxLp/w1t/eKcYhEcDB7vo2OYvVgbMLQlWZv9a4sMyQKaa7qx3mskp4zywOzIt4/4qLWhcl2iUR0nGqy2lapv9DwEMtb4i/ekdl0Vb9A5sfhFf/sLzfS408W/DWgGVltJl4yP5jWcqKYzpHHjvtn+FTFR+BNNtLz25Hz8+P+4dtcm/UTy5E5s6f0JNcmRmvRqvv9muRZWD6dfp89DsCf/bsX0+s+QBR91KfIvHKqrPYa0a4cHE47fod/xdIcRAuzqdZXxWuB7xs86NrKSGu7NeDnzGhut2vLj313sn1k7iY/0HPIJqqFtCqofANAE8DrVHUaAETkrQC+kvV7i6omJgBVrYjIqwF8UkSmAHwewCUdXVZ9YHJoa3Su7mVAW1KACYIgCILNwGZJZJf5rvxm9mc/ey+A93bZ/1No+8LY9vcDeP9axrQlBRgF0LB1XIyN+L5FbzNeJNks7cM1mPdrlqNVv+otm1X2Y4b96ny8SGrLmNXPTI2sskkF2RNmDKdz3s5bFJKJ00RQ1Eh16jzJKdREujpmUUjLCyQzbrF7LaRqxV+XKVPnaNcAqUZNVqanqun1GyVZdrebFfwc8Y86TerI2MymJyv+fJkPk/VzGiVON0tVXzn8NNLoiaeorxK+r+BzaJRNFenpBaJ9JFElR801Z88iY0cpPdZ9Zf9MLTX89x0cSaP5homGqUy0Y/Z+zZIcJUdqPrKlnEt9mHzWZqBInn270hdSZ6mpJE2yYXnePy9jea9FKA2nc6RCakSdInXAdpasT5F/9k9X/TWeHEj7jbGs12SO2CikRVK9fLbK/P6MtpxoJFrix6Dm7VwSH5mYgx9ng+Tf6hftKKTNIsJsPPriAyMiD4jIbVnmvZuztp/MsvC1ROTyjr7PF5Fbsv63iMhz+zHmIAiCIPhWs4nywGw4+qmB+X5V7QwD+He0k9v8qek3BeDFqnpMRC5B2w63H2dgpV7A7afSrIzLRiPDViPbil7KtxEie4e8RP9lEt1T07QOUGXZac4wKj5/zO5aupKaJKlihvNMi5Ae60vlL7g+LE/CjuJjk+0h8ZkrDy9/ybVVq6l3f+HAJa4P82VpmRV0jpzLIqlibSsoHxz2EQf3LPlV6KC5z8tkVbhi7PLHfQknbCM+Gzb6bISsVMeIZuqk0TBNDvhOu1redn8X0ufsNHxkzUiLaIrqqRZhmUSj2ArZADBo/MhIGhg01F+XHYPp+RwnfjIPiM/FsbiU+qCMkTwwyw1/LJtJmUXI7Mx7rdM/VVI/wwHSZ6eZHwBQMHmfHlz0mVzrdR+9VLwg1ZjVSNRcnVXSNlrDORL5xaLkDgyl1+WeZZKtlzyfC2aOsOilUySfy/7hdL9eM8zaKKTZpn82BsX7MI0ifcefbtzj+syVWf4YH6HZL1YT2QVrY8OYkFT1DgAQ4w2qql/t2LwdwKCIlFQ3kB4wCIIgCNaANYUFvdMvAUYB/KO0nRb+9FEk5flxAF9lwkvm4fw6ABOTxSHsGkyXCPtN1lTmDc/8YgaNhmDPkF+yPKPqtQ81k0zB5mkBgEO5Q65tTyVdpV3ozbo04membnxLCttcn2Kue30sZjMeLe31YzDWR7aSm9jjM9PmzSJw6kE/JlrTqJRGtsyQWlbnD3uZ1mbnnSe2+2Mr6bmUSeDXjgGSB2YoPb8qyedylEQmDRit0M6SP99Lx/39u7j5vGR7miQ8uQ13uLa5+qXJtr2WADBEVvDHFlN/mqWG14gwbeAeo4FpbvPXYF/NazYOlVO/ny82P+X67C+/1LXtNsNi9Zlmml6tZjUupbxf5ffC+NAB17ZEIhOHTd2hXQf9OyFHkkDbOcLuFfP/snPkopHu8wPwc+RwmWXUJVXkTZ24EfJskOLzTlutpG5cnvgZWQqkAvjggK+P1GymmstWD/5K60eYiM6Gfgkwz8hMQrsB3Cgid6rq5860g4g8GcDvoR1j7siEoOsA4Ilje+OJCIIgCDY0YUI6O/rixKuqx7J/TwH4WwBPP1N/ETmQ9fs5Ve0pwU0QBEEQbGwUTWl0/Qs451wDIyIjAHKqupj9/wUA3nKG/hMAPgngDaraU93zektcGu1x46ArROotk8KJFeN0ykoJ2FTtgHdgGyQhzNtb/397Zx4j2XWd9+/U3vs2+wxnETkkJZESZVFyqAgK49gWgyQyEjswmUQxAztGAlMKhMSADSex4NiA/nAgGEmEQLIVJTFiSVCQQI5tSc7iOEy0kNpIUSKH5Cycnp7u6b2qq2uvkz+6xup7zid1aYac7q45P6LBfm/eq7p1373V93z3LH5rZtw4dBZJ+vYm0cgnc6l8OqHez7ne9aG5NtxThUjD2de7c8NDaTIotu1TOk2KYx40ycPUh7defME7EteMI+ERUjiRpbq34aXHhvx9J4ZMgUntL8R+wsjvVRIavNH2Y8omymMp11nSMVtyZJxcdKDuywvMmLBYtt1QbfrxuW5Cq1lK+Qr5fDYVQJHMj0ninH6vpNtmxeqPuWusgzDgnY1rZH6wEgtjmcPJMQuvZenpM5L2+9HsG901xaG3+nOmnaU7fSfIlN9um26l8/aV85PuGjs/AODYcLo1k2Vh1DW/LXjczK1jJd9OJQUsbUJB8thRJGko7ke6bX7FlHgAgA3x311qwo9ZAMLxgk8ouFlMt5BeKPu6gZ2Of7/XglBgbo7dUGAOA3hSRL4J4CsA/kBVPycif11EZgE8hK1sfddDBJ4AcBeAf9YLu/5Gb+spCIIgCPY13T7+Czi3XIFR1fMA3kzO/xdsbRPZ878O4Nd/kPdodDM4X02tBuuMa5MuAUCNWMLrRnF5cnnVXXMx82137pCeTo4n1DsI1jLesXC6uHMae2vhAkClkyopG+oLolWavrBZq506EuZz3mv4UMlbMSWkFi1znJQhP7xkOn39khsJwNlpb/3Ur6TPr1b2asfVZZ/E7YIJHb1vwjvszZRSy/veMZYy3587X03PFYk5wNSVimnCs6teFZoTH4Zr6YAkASRjaiw3nRzXSEmAVeIU/eUVb51byi1vPX51bS05ZukCxnK+DcO5VNkYJh6t4zv7cqJB54d3XK50F5LjWsuH19r5Afg5cmz4Le6agpKkkUYBkVGiwMz4+Tf0lvQP2F2HvGpZu+yfQ62SdtbskncMv7Tpn/GbJtPXP0iKf54d9Q+iRZI2WljKgLIpu9JoeCVluOMVtCsm/Hql6b0LJgq+PISnvwSNrw0aUUg3wZ4Jow6CIAiC2wkF0CXb9kF/DOQCppBRnDTptw+a0NEK2TO+sMmKzqWD6yH1+88H1t/mzkkfm3ONtreIbIhtvxwppVZuqfkud02l4K3Ql0rfSo7H4XfnWIHHJUnL23fVWzrddf9+Mpda59ok5jKh3UgtNyH9VCCJ5PLG4HupQpKVFVNJhPlCdchjuWMoHWM58swX6t66sz5Tb53x1mVh1ftHVY3KxspFDBOlzyZoLGR9P42S0NwHJlNl6nLNz48ZL65gspBa0GvN/ooPzlbTNszrmrsmT4rz2ZdiauDxku/j0ea7k+P1jFfCzg89585N4lj6/iQV/KKZHwDQ1bRfusv+/TKk2qidI0o6r930g8+mWyiS+cG+ps6VUxVoquCVPlsAFQBK2bTtS6T0RD/fbqWMv6/c2fl74lTBx4I04Pt4tvn15LjT8YrWrSS2iG6cgVzABEEQBMFeR6F0Kzjoj4FcwOQzXRwz+7ZTJrFdnhTns34zALBKoo4sJ0b8frBdUy9s+kF6quit5YIxiViiMHsN4BPnFTNMRfDtvLubRgC0yGRayXi/n35ozhNrci710SgvMj8L/xyuraVW4aWqV1LYHvysSVJXJNvdi8ZStD4qAPCug9635JCJ8ig3fLtXmt4v52JaQxAZEhV0Zsy/VrOTnhsjiiErNjpZSK3QQ1Per6NL+q59LfWdYSnlWXFFW/5ikvitzHnDGEdMNNh426t6LLLFzhFSGxNNoloUzBwZUS8n3dP1TloNU8h0LeOVIubXYP3uWgteVejO+nG2Nm/niG/n/JofZ1dNBF6NJK27uEkUQtMvl0kpCJaQ7uRw+nmYurNQ8zcuN1KltkSKeI4KSQjZfV1yXM740hr0OXT3UhJ3RRf9qdCBZyAXMEEQBEGwHwgn3htnIBcwGagr/sesY8vxIW96v7iRWoXrZD9/mYQFbXbS988TRWSKRGLYlPzrLX8fMdKQMxv/32z6ImY1+L3eTib9zBliN+VIUb1mNzWh2RRkadFzB1Pr6sAhbw11qySi4vn0xSaa3gplkWUHiukQH8n6lo4ZHxGbVwQAjo5U3Tmbe4OVeDg+RKJf2mnbr5DnuUxStWfZGxhGifwwbnyflDgirFe8hTuSS8cG65dzFWKdm+nAfIMY9tVZzhf2UivG/+Nlb4hTntW0lEdT/IPoCCmuaNLa50iUVbvrI3dswUySGgrFw159OHQofX7tdf8cNkg00VjLRsn5+w4RSXK6kD7AYTJnWH4jq9QsEJWtSwafLezZIvl4xjHtzpWzadRYQ72yyBYHWVJyYLdQaDjx3gQDuYAJgiAIgv1AbCHdOAO5gCmV2rj33jSPxurV1MJ8as5HMzAfinFTyn6K5GkZyvlutMUi2d79ClFusiZ8yVpDAHB82L9frZ2+wf1mfxgAqm3v33IFaT+1iQ/MUterOVNyR3KsRP3oB23cWNTVTMlbuJc2vF+MbVWLtLNqs+ySWTE57q3zUWOFPnnZZ8G1uT8A4FAxfabVtn/DIeIH0DB+TtNFL3GxQpTjJs/N6CGvCrHnd+5yGgk1TaJRfsin7MB3yunnIWl1cM0/Phw3gULLxFXB5nMCfAbYkyNMFfKKwQO4Ozlm8+MyFtw563S50r3srrHzA/AKkxLfTSUKb6e6s4XOsitPm+f+Ytn7yTDqpq+YsskUmDMj6Qcayfkx/DUfOIf7smeS4zZRaebg/Yymuul3+DWioA3DF3PMFVIFprLpi+oylfK1IfLA3Ay7UgspCIIgCG53FIqOtnb82QuIyIe3ZcM/JyJr2/7tZ0Tkxd7Pz/TxWg+LyH/r/f64iCz2Xvc5EfmMiPi8B4SBVGCkICieSFf/UybHw9FVbwIukMgkNTa8Dvk1X9fZ+UDJWN4sj8h3SAZIm0vBHgNczbE+MGPEF8LWdQKA8c7OVtk0fF2XZUlNKWYB1ld9G4ZLpiaVdfoBUJ3z962Zmi1rxAdmvu5N/aJ5Dg2isuVN26dJvpzRA/6c5ey634Of3yTRE4X0mbJ6QqRbkDPtZPlOzm/4MTU8nLY9P+1vHCORGfkraTsni74PckRhOlxK28D8ju4Y8uesElYh/l9D5LWsjwabHwVyMmPUzipRRCa7PleTZYZY+ddkfsf7GmR+ZEr+84n5lq7O+a/tJTLOysYHZqHu72N9ZecIq3PGGM+lHchy/YzmSX00U1vKKo0AkCUq5bDxRRpVnzG8Bj+uV3ApOWZ5fG4luk+2kFT1A9d/F5H3AXhL7/dpAL8K4EFspfr5qoh8VlV/kPDVT6nqE73X+08AfhrAv9vpplBggiAIgmBX0P1aC+kxAL/X+/3dAP5YVVd6i5Y/BvCIvUFEHhGR50XkSQB/g72oiOQAjADoa/EzkAoMFFCbKtKMgdMH/Z5qltQKeaHsa5NYrJUPAKREjGPUpomFV26sOgBwNWejlX5AIarQWseHBdgcLx14ufKUnnDnapr2C1sJj5z2Dc0dTf1UtO7N3lHxlv7GxdTaulglOTvGyB64sQobJBdGs5ueY0oDi6jqmq6645AfU5lrvg9eML4IzMeAPfemsYyZfw0bdoVS2gdM9WLZXe87nFYFfnnJO7y8srlzRMc6UZiYVW+/pvNEYmJ9Ze9rke97mycJ8ArBetfPj9WMr49kuUO979OI7qzcjHg3NWQP++8b3UwH2ihRFSoX/AC9YjInv2nSR9LZaE3AR0tZfz4AWCc5gUbz6Wv1m9F62IxHpsBkyPfZ5ezF5PiOzmnfJpI/pr2H8sAo+g6jPiAiT287/qiqfvS1adX3R0ROATgD4H/2Th0HsN0RbLZ3bvs9JQAfA/AjAF4C8Cnzsj8tIu8EcBTAOQC+RDghFJggCIIg2BUUqp0dfwAsqeqD2352ZfHS41EAn9Few+BjJQBvS90L4IKqvqiqCuB3zb9/SlUfAHAEwLMAfrGfhgyoAqNOgckZg2iUrMJHyl59eP1EmlRiifjJsAyl1pOfWZylUXLO7OfnSe4GItyg0kr3UTvEjX6YJJ5YNqv/OrwfxyJ8dWgL88fIjpNq1DMmUmjRvx9bVt91MLWExwred2eU+K5UTP6flabvgzGj0oyViD/I0X6mih8/Y2X/WncZFeFwybdpoe7PWfWB+RjcO+Yt6vyw8REhtZeKGd/O0Xp6rrTm9+rfMuXHxqKZI8xab3b9Q7Y1m84S8XOE1POxc4upUFVSY6hu6uuwqtnXxPeLVSmXtb8M0zxh6wAAFrdJREFUsJYMiZaSCa8Y2FpIQibbvQe9UnSgkj7nMaIsrtf9Z14xlcmHSZ8zJczWl1tp+s9nlWIAKJjPw7ImD5NnU9c0r9UyUcuGuz4ycTyb1rJawtfcNbeSPbpFBBH5DQB/BQB6i4vrPArgF7YdzwJ4eNvxCQB/Ql5yx30JVVUR+X0A7wPwoZ2uDwUmCIIgCHYBhaKrrR1/dqVtqr+iqg9sX7yIyD0ApgB8cdulnwfw4yIyJSJTAH68d247zwM4IyJ39o4f+z5v/U4AL/fTxsFUYDKCTMnkMjAKxeYqqXtE1BVXQ4kUATlcIj4bJqJiquAH4XrT71uvt9L77OsAQIVESzS7abuGSR4RpsrcKal/y0rHZ7xk1k9ZU38TpjC1l/1nzg+likv7qvc7uPacfw6drlW0/HNgkRiVFnFe2QFW6VqGyFQxlmJzw7dpfsPLCHZMMR8DWz0d8KrFSM4PBOvPA/goFpYal1VPr5bTOVLMeEt8mIzrglG5DhNFi7VzyPhjFDJ+jrqcPfD5m5g6UGv7ttu6Ua2uf3736J3u3Go3Hftsfqxi53TArXn/jPM5f197Lh0vi+f8OO+SCENLv/PD5kpiSp8QY3qpkb5WlfjAVFt+zHbNeGRWdVH8cz/ZfX1ynCd/zvLkviX5wb8TXjt0zyow34PHAHyytw0EAFDVFRH5FwCe6p36NVVN5DBVrYvIzwP4AxFZAvAkgPu2XXLdByaDLUXn8X4aM5gLmCAIgiDY6yjwXVeSvY+qfvB7nP84gI/vcO/nsOULY89/AsAnbqQ9A7mAkWIO2bvS3AxyOY0QGVrylmN7juQkMSrJWN7fV255S9Hmq6iT6JcqOWeZyHuL5Q6iBiyOpVYg8/Y/VyH5TYw1wvwAChnfzs0+2l6d9dfkl1LFpUOqfbeJlb1irMdC1k96ZtWX23Zfnila6Wc+NelrRmnDv58aNa4w7i0pW08IANaM30GBKBsbxG+kayxjNqYqJF+GzfiqFVZ/yrd9/GBq+V9c9lFITO2w1bUXiJ8Fy2+0aZ5DhYwDdt+UyRB8gsyPFVLd27rFrJB+oZWR1T4/f02G5BuybFwhGZhrPj9Vp2aqWLf8+63XvGpZMH3FcictNrwasWzmSKPr+26m4J/D3SYK8CAZi9cmiXpkvqsubfjvvE0b8gdgKpP6+LRIPpcs8S9dap5z53aPyMR7MwzkAiYIgiAI9jqK3U+kt58ZzAWMKlBPV+wymloRQ2dIjaErPiJmw0SxzNe8BTHFMpQaH40LpE7PpU3f/feMpq81QhSY4Zwf8HY/f4XUGLp7zEeftI35U26SfWviP9Dd2aEcY3eSfA4zqaXYPO99YMZa3gq1lZ9ZdBZTMuxe/ZGSt+SmSUSMpUP8ebIzqfVaOuMt46PXvJqzUk6fw7Wqfy42pwbgPx/LHP1ixVvU7zbDzOVIApA9QFREU9vmyCyJGCPUjd8P84Fhz++S6YfLm74/H5gkkV75dM4MZ/1nYdXgN00/3DPu5yjLH1Nu2Qy+xCmNYFswca/vg8yU/36xc2S87udHk6gdWdPHWTJemO/a6ZG0P1nEGFMy7TMtErWsQPzLbF2sKVIhe7zgn02tbRUm/xzqXf+dMJk/lRyv4jl3za1D900m3r3IYC5ggiAIgmAf0O32twAOPLGACYIgCIJdQPdfFNKeYjAXMJ0utGq2dUyypMyUl1PHx7w0axM9jRFpn2Ed5lha7bOjfuvJJo1iZd1rJGTyfDltV7XjpfYzo16etnmlFpp+S4eFMNrQURvKCgDZg76P5dhkclxoevl085qf0Aem0jToq2t+24U5lB4opv0wREKPrfRtix8CQHaKJB0zzqIy7LdvRqb9FtK11TQJ3yhxDLcOu4B32mUhxWfH/GvlTM6/zEFS6FX8+4kJkS4WfN9Va94xdNwkFKyTdjIHZMu946SkA9nysOUh6mTL40LF94tNPXByxH8WllRtoZk6qw65OHVgVMl2rXmp7AyZH0fG3bl8zfQ7KU8xNeHLaKyV0/nOQp9ZCghbfoNt9w2RrXQ7ZjfJc2cFMy9tpFuMh0hixyFS/mKxnra9RRYCOeLEO6NJlntc8E26pYQPzI0zmAuYIAiCINjrqO6rMOq9xmAuYEZKkAfPpufm08J0nWev+ttmiGNvN7Wgz1/zoaRNoq6MG8fC1036Qn914ni3UE2d1ZglztSO0bxJ3Eekm/9TvejO5cwQKJIw6sN5n9zO0iBtUpK+XUzSKpn0VujIMRLGbCy3bM47lBZIynMbfs2syWGjGIzMEAXmnmPuHIwF372w7O/zhiqOHkzT788uTLprWHK7kgkdf/vhRd8kMl5yR9I+ljsO+EatsARqaR9PHfX9m1nw4+yCKfqYI31+YNgrfWdm0jlSIeoOc3hmz9Rf4+eoVWD+tHre3wevBpSQPtQTxMG0ReafVXPo/CDtzEyk/TByxI99ZsRnjbN/nqQeWOqjP4eI6jxBvrvc+xO1bIbU/jxhlK/Zqnf6rhM/kfOZNBz6fnmju2aq4FXRzZqf37tJhFHfOIO5gAmCIAiCPY/GFtJNMJgLmGIBeufp5JQMpVZoZs4rIoWm30eeKKbWwNmct7KFWBrVqvERIcmnNkkpgRVzbtobgBjK+vcby+8cRj3a9QUQi8bCbMFbOkstkgre1OcotyfcNa1Z71OUq80nx9VzfvIq8WGorKXPb7Hird61hu8sm3BPmaJlzp24j6SBP3nYn8unzypTIZ+37l9r1PgYnIAfixnyjKsVk6yQKH8bpAhkxoR74+RRdw0mfMmD7HLqd1Ro+883lffnSsPXkmMl6ly9Rgo8muJ/NZLmvkosf6sYsKD4yYI/WzYOYKPw86OkXiG0c2SxSRQDJYUTW6l/S/O877vsoleGq6+k/adKEjauealvcSNVV1jCzTL5XrK+ZEzxXSP3nSK+Y5Yr/isWS8bHp0G2VNpEpTjePZO2CV7V26z777OVzGpyLMRPZuckEa8OCqBr5eWgbwZzARMEQRAEe55QYG6GwVzANFuQ2bn0XDm1hGXIW3fZ496qB1IrdKjWX2VQa0EvLHrrrq3eKrTFHDfb/pr5hrd+Lm3sbP2cLHhfi7WWiRiBtwpfycy7c7O1p5Pjdzb+rrtm+WVvvY6tpNbq/JxXbmZJAUSrTDVIJNYKsQqtK8JSw983t5l+gfy1EWLDD/nP4ij4988e859FMqkPw3CDFLgjjzNr1I6lBZZ4jUT3lIwFX/SOCJKp+nMT6WfOkiKQgDepi60bc0pcr6YqAvMtu1r389aWHFhokDlD/B5sob9TOe/rtULUx01j6Z/PXHHXzNW+7s79SP29yfGVF33E0dgomX+L6bxdJAnpFkhJgGo7fe7rpGxHhlQ8WDJNuLrpn+d0yd84mU/7k0UFlpte21hrp308mWPRYP6P/GI3/U7fJGP4avd5d26p/ExyrLdMb+HEAubGGcwFTBAEQRDseRQIJ94bZjAXMLkcdCaNhJBGaoF1Zn2kS2uRpMw3BpgSy79RJWm1S+mgPHW393NYvOQt6POVdN+aFbTrkPFuU/s/Ly+4a4RYtG1JP+BG55q/pu33lgvZtO02Dw0APDt/0J07tJ6ad4ukCN2zZX9uxSgnzHKskRT59tRK3T9j5sPgINEhMCUWugs+OqQ151+7Y7qT1KlDc4PknTFp2I/e6f1rxhbIZ8maqCNizYKkw29fTKOl2stkfpC2d42lz+ZHccS/1qmzqW/C/AWvWuaJ75NVLVnupCZJKf+8fDs5LnRIbqGM/4DVbhrR2Gx5yz+b8SrCt9fSNnxpwUeDnSAFJddNGY3ny96XZY08B5vjieVgYayawqXlllevGl0/Pl/ZTFUg9mf5+bqPnHtZUzV3rHvEXZMX/51Qy6Tjs9ZZddcIyWElYtUq//12y9BQYG6GwVzABEEQBMEeRxFh1DfDYC5gCnno8RPpOUkt6Ow93q8jM+Mt6Pbl1Lpaf5kUTSPFFe2imhgCmJzxK/+jK8YnpeotjxyRH65qGh1V13V3zbXqt9y5Ziu1JoVkFS0WDrlzGXPdl9rfcNe8Y+OHfBvMXv18nWXr9J9vLJ+a1U0SGeHtYGC9ufOXQ9ZEISjZp9e89zHAWOrfkrnbRyoVJvxz6Jj8KhUvlvUFSZ6L4SniPNMx6sMQSU4z4/Mb5e5NFYLsIlGYLvpeX19M+ypX8OoHMzozpounZ/xrH1r1flyXNlO1gwhxmBcfPdjS1H/ncuX/uWvabRIhlkn7r1TwSiOzqr/W+U5yfM/G/e6aOTIf7BAmSYUxRoanjR5ihSmXiCJZN+Nlk0RUbbS9UnRlM302WSJatkAyRRu1arXlc+PWWl5dqTdSP8dczo+NEs1htZcSxylU+/OrDDyDuYAJgiAIgj1PRCHdDIO5gGm1IPNGYWkYi4Fke+ws+IgKKaVmxMTrSMRInfheGOOxserNkcam7/668VMhpVhQJtEEE5pGNFzsesuRIUaZYnvG1tJhlIb+nDtHUm+4HB1XyfZzmagmVnSqkyym5ZZ/NjanxCq830jGKDCtFd/peatiAFDTd9YnBgA6sySnjPkwoyf9Z+kSFahjxlSz4ju4VffnhssmrKTj+0mzRCI0eWA6yz5CJkMitiZel1rsXX8b2iQfiJ0jtar39WiRHEGWMjFoh7ved6ahqaJUyPmoIGYdd8yD2Ky/smObAOBA6T3J8cGif+5szjxtxKM6UVJ89higbb48KsTPaYOEu21KOik74u+7JhfduaO1tyfH7LtrDj4qqNJgrU9pEgXGwtSyDXJu7xELmBtlMBcwQRAEQbDnUb6fGvTFvlnAiMgjAH4LQBbAb6vqh77nxQpvZdqaGCf9vrXMeWtZiqll2lr3yk11ntStmTIVXUf9IK2s+fsKtjJy1t/Hsopa8hlWLZZY3mbyqPYRkUPIwm/CFzMsY3CqUhwoesv/6ubOn7lK1I7lrveZyBnNZ0Z8ZMucpJERa/Pe72h4ccWdw4iJWjnmx1TmJR91YRWYTpP4GFwhY2p85zHVqPr72hfTiLv8uh/nOuH7RU6nPjCyOuuvKZL3W07HUG3FP+PSFKmrZMZ6Y2nnelAAMJZLX3+a5OPpEiu3Y8Y6k/Kt2nIzqJgaQyTb8kTef77DQ6kS9TwJORonn3nZRF4uwI9hW9cJACaQ+nZdEZ/nJkv+dCy1UqltOePfb7Xm/VuymfTzdUndI6sUDxK7nYemX0TkJIB/D2ASW3+Hf0lV/7D3b78M4Gex5WD0flX9/A6v9TiAB1X1CRH5IIC/D2ARQAnA/wLwC9rH3tq+GBWyta/xbwD8ZQBvAPCYiLxhd1sVBEEQBDdLt4+fPcE/BfBpVX0LgEcBfAQAen+LHwXwRgCPAPiIMF+E78+HVfUBbP19vx/AX+jnpv2iwLwdwEuqeh4AROSTAH4CwLfp1RubkP9rMmFOGwuz4p0vlIQvdIzisn6J5GAo+/wRrcV0bZgh9ZIYdo+/SnK32PwOAHC8lLbhYnPGXXNs7G3u3PxG2k82Kul7YeuHrMNHdTVMrRIAyJt+ODHEfFn82LcuL0eHveKzWiF1csw8Yl8Fb8gdT45fuOZVqCNfetGdy2wY65z45bCkJJ2l1IKuXvY+TcsrPoNv1xi0bZJ1t0AUisYzqSV+4nXeD0FO+PFi54gS36T2Mqk1czlVsKqkqnSDqJY50/YO8XdpkHMbJls1e8anSRbqq+20wvh4zlccnyMOPP3MERbNtyCpr0yt4/PAjOf9WDhQTMfQTInlNiF+cSZyboHl7CG91TJ+Y3fJKXfNnHrFzmbQPZm/w11zWt7rzj2jzybHHRKpVG17JXO54iMf+8FGK3XaPlLw1mki+8qJVwFcdxSbAHDdOfInAHxSt+T7CyLyErb+Zn9x+80i8vcA/DK2XLbOAWByfwFbKszOTk8ARFnWpz2GiPwUgEdU9ed6x+8F8MOq+sS2a34ewC9iS96aAPAMe61g1zgAoL/VUXAriOex94hnsnc4pap+T/hVRkQ+h63nvhMlIKnz8lFV/ehr0yqOiBwF8AUAUwBGAPyoqn5VRP41gC+p6u/2rvsdAH+kqp8x934ZwFsBrGNrm+jrZAvpVO/ev9VPm/aLAkMyXqSL5N7D/CgAiMjTqvrgrWhY0B/xTPYW8Tz2HvFMbj9U9ZHdbsMPwGMAPqGq/1JEHgLwH0XkPvTx9xnADwP4E1VdBAAR+RSAu7f9+4dV9TdlK03yZ0TkUVX95E4N2hc+MABmAWzXI0/gu/JVEARBEASvIiLyGyLyDRG5vlf3swA+DQCq+kVsqUIH0P/f5x23e3Qrb8HnALyrnzbulwXMUwDOisgZESlgy2Hos7vcpiAIgiAYSFT1V1T1gZ5zLQC8AuAvAYCIvB5bC5hFbP0tflREiiJyBsBZAF8xL/dlAA+LyExPZfmb7D1ly5nrHQBe7qeN+2ILSVXbIvIEgM9jK3zr46r63Pe55ZbuDQZ9Ec9kbxHPY+8RzyTYy/xjAB8TkQ9gS015XLecaJ8TkU9jK6imja0Q6MQTXFWv9nxdvogtJ96vYetv+XU+ICJ/B0AeW/6rH+mnQfvCiTcIgiAIgmA7+2ULKQiCIAiC4M+IBUwQBEEQBPuOgVvAiMgjIvKCiLwkIr+02+253dip/0XkcRFZvO7dLiI/txvtvF0RkY+LyDUR+dZut+V2ZKf+F5GHRWR92/z457e6jUGwXxgoH5he+uJzAH4MW6FdTwF4TFV5xt7gVaWf/t9eA2NXGnmbIyLvArAB4D+o6n273Z7bjZ36X0QeBvBPVPWv3uq2BcF+Y9AUmD8rOaCqTQDXSw4Et4bo/z2Oqv4pQKr6BbeE6P8gePUYtAXMcQCXtx3P9s4Ft4Z++/8nReQZEfmMiPiCKUFwe/OQiHxTRP5IRN64240Jgr3KoC1g+klpHLx29NP/vw/gtKq+CcB/x1Z59iAItvgaturwvBnAvwLwX3e5PUGwZxm0BUyUHNhddux/VV3uVS0FgI9hq7hXEAQAVLWsqhu93/8QQF5E+in2FwS3HYO2gImSA7vLjv3fq0p6nfcA+M4tbF8Q7GlE5EgvnTpE5O3Y+o5e3t1WBcHeZF+UEuiXGyg5ELyKfK/+F5FfA/C0qn4WwPtF5D3YSjm9AuDxXWvwbYiI/B6AhwEcEJFZAL+qqr+zu626fWD9j6306VDVfwvgpwD8QxFpA6gBeFQHKVQ0CF5FBiqMOgiCIAiC24NB20IKgiAIguA2IBYwQRAEQRDsO2IBEwRBEATBviMWMEEQBEEQ7DtiARMEQRAEwb5joMKog+B2RURmAPyP3uERAB0Ai73jTVV9x640LAiC4DUiwqiDYMAQkQ8C2FDV39zttgRBELxWxBZSEAw4IrLR+//DIvK/ReTTInJORD4kIn9bRL4iIs+KyJ296w6KyH8Wkad6P39+dz9BEASBJxYwQXB78WYA/wjA/QDeC+BuVX07gN8G8L7eNb8F4MOq+jYAP9n7tyAIgj1F+MAEwe3FU6p6FQBE5GUAX+idfxbAX+z9/qMA3tAryQMA4yIypqqVW9rSIAiC70MsYILg9qKx7ffutuMuvvt9kAHwkKrWbmXDgiAIfhBiCykIAssXADxx/UBEHtjFtgRBEFBiARMEgeX9AB4UkWdE5NsA/sFuNygIgsASYdRBEARBEOw7QoEJgiAIgmDfEQuYIAiCIAj2HbGACYIgCIJg3xELmCAIgiAI9h2xgAmCIAiCYN8RC5ggCIIgCPYdsYAJgiAIgmDf8f8B8Xzce0iMUTEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = nas.FrequencyMaskingAug(mask_factor=80)\n",
    "\n",
    "augmented_mel_spectrogram = aug.substitute(mel_spectrogram)\n",
    "VisualSpectrogram.visual('Frequency Masking', augmented_mel_spectrogram)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = nas.TimeMaskingAug(mask_factor=80)\n",
    "\n",
    "augmented_mel_spectrogram = aug.substitute(mel_spectrogram)\n",
    "VisualSpectrogram.visual('Time Masking', augmented_mel_spectrogram)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combine Frequency Masking and Time Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import nlpaug.flow as naf\n",
    "\n",
    "flow = naf.Sequential([\n",
    "    nas.FrequencyMaskingAug(mask_factor=50), \n",
    "    nas.TimeMaskingAug(mask_factor=20), \n",
    "    nas.TimeMaskingAug(mask_factor=30)])\n",
    "augmented_mel_spectrogram = flow.augment(mel_spectrogram)\n",
    "VisualSpectrogram.visual('Combine Frequency Masking and Time Masking', augmented_mel_spectrogram)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
